针对MLP功率侧信道攻击的洗牌对策及软件实现

Y. Nozaki, M. Yoshikawa
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引用次数: 2

摘要

近年来,针对人工智能(AI)的几种攻击方法被报道。因此,研究人工智能抵御非法攻击的对策是非常重要的。本研究提出了一种针对人工智能的基于功率侧信道的模型提取攻击的对抗方法。该方法采用洗牌法随机化计算顺序,提高了对基于功率侧信道的模型提取攻击的抵抗能力。在实际设备上的实验表明,该方法可以提高对基于功率侧信道的模型提取攻击的抵抗能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Shuffling Countermeasure against Power Side-Channel Attack for MLP with Software Implementation
In recent years, several attack methods for artificial intelligence (AI) have been reported. Therefore, the study of countermeasure against illegal attacks for AI is very important. This study proposes a new countermeasure method against power side-channel based model extraction attacks for AI. The proposed method improves the resistance against power side-channel based model extraction attacks by randomizing the calculation order with shuffling method. Experiments using an actual device indicated that the proposed countermeasure could improve the resistance against power side-channel based model extraction attacks.
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